{"id":44974,"date":"2025-01-23T18:00:36","date_gmt":"2025-01-23T10:00:36","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=44974"},"modified":"2025-03-28T16:05:25","modified_gmt":"2025-03-28T08:05:25","slug":"%e6%b7%b1%e8%97%8f%e4%b8%8d%e6%bc%8f%e7%9a%84%e8%b3%87%e6%96%99%e7%a7%91%e5%ad%b8%e5%ae%b6","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=44974","title":{"rendered":"\u6df1\u85cf\u4e0d\u6f0f\u7684\u6578\u64da\u79d1\u5b78\u5bb6"},"content":{"rendered":"<p><span style=\"color: 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\u9019\u500b\u904e\u7a0b\u975e\u5e38\u91cd\u8981\uff1a\u9664\u4e86\u78ba\u4fdd\u5927\u5bb6\u5c0d\u5206\u6790\u7d50\u679c\u548c\u5546\u696d\u554f\u984c\u6709\u5171\u540c\u7684\u76ee\u6a19\uff0c\u9019\u500b\u904e\u7a0b\u4e5f\u6703\u9f13\u52f5\u5176\u4ed6\u5718\u968a\u63d0\u4f9b\u5bf6\u8cb4\u7684\u56de\u994b\u3002\u9ad8\u54c1\u8cea\u7684\u5408\u4f5c\u4ea4\u6d41\u80fd\u5e6b\u52a9\u6578\u64da\u79d1\u5b78\u5bb6\u63d0\u4f9b\u66f4\u597d\u7684\u5206\u6790\u670d\u52d9\uff0c\u4e5f\u6703\u512a\u5316\u6539\u5584\u5546\u696d\u554f\u984c\u7684\u7b56\u7565\u3002<\/p>\n<p>\u70ba\u4e86\u6709\u6548\u5730\u50b3\u9054\u6578\u64da\u6545\u4e8b\uff0c\u6578\u64da\u79d1\u5b78\u5bb6\u4f9d\u8cf4\u5f37\u5927\u7684\u6578\u64da\u8996\u89ba\u5316\u6280\u80fd\u3002\u4ed6\u5011\u9700\u8981\u5c07\u8907\u96dc\u7684\u6578\u64da\u8f49\u5316\u70ba\u6e05\u6670\u4e14\u8996\u89ba\u4e0a\u5bb9\u6613\u6d88\u5316\u7684\u5f62\u5f0f\uff0c\u4f8b\u5982\u5716\u8868\u548c\u5716\u5f62\uff0c\u4ee5\u5354\u52a9\u50b3\u9054\u4ed6\u5011\u7684\u89c0\u9ede\u3002\u9019\u4e9b\u8996\u89ba\u5316\u4e0d\u50c5\u589e\u5f37\u4e86\u8207\u4e0d\u540c\u6280\u8853\u80cc\u666f\u7684\u540c\u4e8b\u6e9d\u901a\uff0c\u800c\u4e14\u9084\u53ef\u4ee5\u63ed\u793a\u6578\u64da\u672c\u8eab\u5167\u96b1\u85cf\u7684\u8da8\u52e2\uff0c\u6709\u52a9\u65bc\u89e3\u91cb\u53ef\u80fd\u96e3\u4ee5\u7528\u8a9e\u8a00\u63cf\u8ff0\u7684\u8907\u96dc\u6982\u5ff5\u3002\u4f46\u662f\u6578\u64da\u8996\u89ba\u5316\u4e0d\u61c9\u8aa4\u5c0e\u5206\u6790\u7d50\u679c\uff0c\u6578\u64da\u79d1\u5b78\u5bb6\u4e5f\u4e0d\u61c9\u8a72\u6311\u9078\u6578\u64da\u4ee5\u7b26\u5408\u9810\u5b9a\u7684\u6558\u8ff0\u3002<\/p>\n<p>\u60f3\u50cf\u4e00\u4f4d\u70ba\u9910\u98f2\u5916\u9001\u670d\u52d9\u5e73\u6aaf\u7684\u6578\u64da\u79d1\u5b78\u5bb6\u767c\u73fe\u4e86\u914d\u9001\u901f\u5ea6\u8207\u5ba2\u6236\u6eff\u610f\u5ea6\u4e4b\u9593\u5177\u6709\u7d71\u8a08\u986f\u8457\u7684\u95dc\u806f\u3002\u9019\u5169\u500b\u56e0\u7d20\u901a\u5e38\u6703\u4e00\u8d77\u589e\u52a0\uff0c\u4f46\u66f4\u5feb\u7684\u914d\u9001\u6642\u9593\u53ef\u80fd\u662f\u6709\u9650\u5ea6\u5730\u63d0\u9ad8\u6eff\u610f\u5ea6\u5206\u6578\u3002\u70ba\u4e86\u66f4\u597d\u95e1\u8ff0\u5169\u8005\u9593\u7684\u95dc\u4fc2\uff0c\u6578\u64da\u79d1\u5b78\u5bb6\u53ef\u4ee5\u5229\u7528\u6563\u4f48\u5716\u4f86\u89e3\u91cb\u9019\u500b\u7d50\u679c\uff1a\u6eff\u610f\u5ea6\u5206\u6578\u70bay\u8ef8\uff0c\u800c\u914d\u9001\u6642\u9593\u70bax\u8ef8\u3002\u8a72\u5716\u6703\u986f\u793a\uff0c\u6eff\u610f\u5ea6\u548c\u914d\u9001\u901f\u5ea6\u4e00\u540c\u589e\u52a0\u5230\u67d0\u500b\u7a0b\u5ea6\u5f8c\u4fbf\u6703\u505c\u6eef\uff0c\u4e5f\u5c31\u662f\u7576\u914d\u9001\u901f\u5ea6\u5230\u9054\u67d0\u500b\u7a0b\u5ea6\u5f8c\uff0c\u6eff\u610f\u5ea6\u4fbf\u4e0d\u518d\u63d0\u5347\uff0c\u9019\u4e5f\u6697\u793a\u4e86\u5176\u4ed6\u56e0\u7d20\u6703\u5f71\u97ff\u6eff\u610f\u5ea6\u5206\u6578\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5047\u8a2d\u6578\u64da\u79d1\u5b78\u5bb6\u767c\u73fe\u914d\u9001\u901f\u5ea6\u63d0\u9ad820%\u53ef\u80fd\u6703\u8b93\u6eff\u610f\u5ea6\u5206\u6578\u63d0\u9ad85-15%\u3002\u6578\u64da\u79d1\u5b78\u5bb6\u4e0d\u50c5\u50c5\u662f\u5831\u544a\u9019\u4e9b\u6578\u5b57\u7684\u64ad\u5831\u54e1\uff0c\u800c\u662f\u6703\u5f9e\u5546\u696d\u7684\u89e3\u5ea6\u4ee5\u53ca\u7528\u6236\u7684\u89c0\u9ede\u4f86\u89e3\u91cb\u9019\u500b\u7d50\u679c\u3002\u4f8b\u5982\uff0c\u7528\u6236\u4f7f\u7528\u9910\u9ede\u5916\u9001\u670d\u52d9\u7684\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\u662f\u60f3\u7bc0\u7701\u81ea\u5df1\u7684\u6642\u9593\uff0c\u800c\u900f\u904e\u6e1b\u77ed\u914d\u9001\u6642\u9593\uff0c\u5916\u9001\u670d\u52d9\u7bc0\u7701\u4e86\u7528\u6236\u5bf6\u8cb4\u7684\u6642\u9593\uff0c\u800c\u9019\u4e5f\u662f\u6eff\u610f\u5ea6\u9019\u4e9b\u6578\u5b57\u80cc\u5f8c\u6240\u4ee3\u8868\u7684\u610f\u7fa9\u3002<\/p>\n<p>\u6578\u64da\u79d1\u5b78\u5bb6\u9084\u53ef\u4ee5\u4f7f\u7528\u6578\u64da\u8868\u683c\u4f86\u5206\u89e3\u9019\u4e9b\u5206\u6790\u7d50\u679c\u548c\u76f8\u95dc\u98a8\u96aa\u3002\u8868\u683c\u80fd\u6e05\u695a\u5730\u7e3d\u7d50\u4e0d\u540c\u7684\u60c5\u6cc1\uff1a\u4f8b\u5982\u6eff\u610f\u5ea6\u589e\u52a015%\u8207\u6eff\u610f\u5ea6\u589e\u52a05%\u7684\u53ef\u80fd\u6027\u3001\u9700\u8981\u7684\u7b56\u7565\u3001\u53ef\u80fd\u7684\u98a8\u96aa\u3002\u6b64\u5916\uff0c\u5229\u7528\u5206\u6790\u7684\u7d50\u679c\uff0c\u6578\u64da\u79d1\u5b78\u5bb6\u80fd\u8207\u5176\u4ed6\u5718\u968a\u4e00\u8d77\u63a2\u7d22\u80fd\u5920\u63d0\u5347\u6eff\u610f\u5ea6\u7684\u6700\u4f73\u7b56\u7565\uff0c\u5305\u62ec\u5efa\u8b70\u516c\u53f8\u6295\u8cc7\u63d0\u9ad8\u5916\u9001\u4eba\u54e1\u6578\u91cf\uff0c\u6216\u958b\u767c\u512a\u5316\u5916\u9001\u8def\u7dda\u7684\u7a0b\u5f0f\u3002<\/p>\n<p>\u7e3d\u4e4b\uff0c\u6709\u6548\u7684\u6e9d\u901a\u4e0d\u50c5\u662f\u5831\u544a\u6578\u5b57\u3002\u6578\u64da\u79d1\u5b78\u5bb6\u5229\u7528\u6578\u64da\u8996\u89ba\u5316\u3001\u5546\u696d\u60c5\u5883\uff0c\u548c\u7528\u6236\u540c\u7406\u5fc3\u4f86\u78ba\u4fdd\u6bcf\u500b\u4eba\u90fd\u80fd\u904b\u7528\u5206\u6790\u7d50\u679c\u4e26\u7406\u89e3\u5206\u7d50\u679c\u6240\u4ee3\u8868\u7684\u5f71\u97ff\u548c\u53ef\u4ee5\u63a1\u53d6\u7684\u6c7a\u7b56\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><strong><span style=\"color: #00ccff;\">\u6578\u64da\u79d1\u5b78\u5c08\u9577\uff1a\u5f9e\u6578\u64da\u6574\u7406\u5230\u6c7a\u7b56\u9a45\u52d5<\/span><\/strong><\/h6>\n<p>\u6578\u64da\u79d1\u5b78\u5bb6\u7d50\u5408\u6280\u8853\u5c08\u9577\u548c\u5546\u696d\u8edf\u6280\u80fd\uff0c\u4f7f\u4ed6\u5011\u80fd\u5920\u5728\u6578\u64da\u548c\u5546\u696d\u71df\u904b\u4e4b\u9593\u67b6\u8d77\u6e9d\u901a\u7684\u6a4b\u6a11\u3002\u4ed6\u5011\u4f7f\u7528\u5206\u6790\u5de5\u5177\u4f86\u89e3\u5256\u8907\u96dc\u7684\u554f\u984c\uff0c\u6e05\u7406\u548c\u7406\u89e3\u5927\u91cf\u7684\u6578\u64da\u3002\u56e0\u70ba\u597d\u5947\u5fc3\u548c\u5c0d\u7d30\u7bc0\u7684\u654f\u92b3\u5ea6\uff0c\u5728\u89e3\u6c7a\u554f\u984c\u7684\u904e\u7a0b\u4e2d\uff0c\u4ed6\u5011\u78ba\u4fdd\u4f7f\u7528\u6b63\u78ba\u7684\u5206\u6790\u65b9\u6cd5\u5f9e\u6578\u64da\u4e2d\u767c\u6398\u53ef\u80fd\u7684\u7b54\u6848\u3002\u4f46\u6578\u64da\u79d1\u5b78\u5bb6\u4e0d\u50c5\u50c5\u662f\u8655\u7406\u6578\u5b57\uff0c\u5546\u696d\u654f\u92b3\u5ea6\u4f7f\u4ed6\u5011\u80fd\u5920\u5c07\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u554f\u984c\u8f49\u5316\u70ba\u53ef\u57f7\u884c\u7684\u6578\u64da\u554f\u984c\uff0c\u4e26\u5728\u5546\u696d\u60c5\u5883\u4e0b\u904b\u7528\u7d50\u679c\u3002\u6700\u5f8c\uff0c\u4ed6\u5011\u7684\u6e9d\u901a\u6280\u5de7\u4f7f\u4ed6\u5011\u80fd\u5920\u5c07\u8907\u96dc\u7684\u767c\u73fe\u8f49\u5316\u70ba\u6e05\u6670\u7684\u6558\u8ff0\uff0c\u4fc3\u9032\u5408\u4f5c\uff0c\u4e26\u5728\u4e0d\u540c\u5c64\u9762\u4e0a\u63a8\u52d5\u6578\u64da\u5f15\u5c0e\u6c7a\u7b56\u3002<\/p>\n<p>\u900f\u904e\u638c\u63e1\u9019\u7a2e\u7368\u7279\u7684\u6280\u80fd\u7d44\u5408\uff0c\u6578\u64da\u79d1\u5b78\u5bb6\u662f\u5bf6\u8cb4\u7684\u8cc7\u7522\uff0c\u5728\u8907\u96dc\u7684\u6578\u64da\u5206\u6790\u548c\u5546\u696d\u7b56\u7565\u4e4b\u9593\u67b6\u8d77\u6a4b\u6a11\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/hbr.org\/2023\/09\/4-skills-the-next-generation-of-data-scientists-needs-to-develop\" target=\"_blank\" rel=\"noopener\">https:\/\/hbr.org\/2023\/09\/4-skills-the-next-generation-of-data-scientists-needs-to-develop<\/a><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<hr \/>\n<p>\u2728\u5ef6\u4f38\u95b1\u8b80\uff1a\u82e5\u60f3\u95b1\u8b80\u82f1\u6587\u7248\uff0c\u8acb\u53c3\u898b \"<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=44968\" target=\"_blank\" rel=\"noopener\">What skills do data scientists need?<\/a>\"\u3002\u60f3\u4e86\u89e3\u66f4\u591a\u8cc7\u6599\u79d1\u5b78\uff0c\u8acb\u53c3\u898b\u300a<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=43969\" target=\"_blank\" rel=\"noopener\">\u5927\u6578\u64da\u80cc\u5f8c\u7684\u7955\u5bc6\u2014\u2014\u8cc7\u6599\u79d1\u5b78<\/a>\u300b\u3001\u300a<a href=\"https:\/\/case.ntu.edu.tw\/blog\/?p=44435\" target=\"_blank\" rel=\"noopener\">\u751f\u6d3b\u4e2d\u96e2\u4e0d\u958b\u7684\u8cc7\u6599\u79d1\u5b78<\/a>\u300b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6578\u64da\u79d1\u5b78\u5bb6\u662f\u6578\u64da\u4e16\u754c\u548c\u5546\u696d\u4e16\u754c\u6e9d\u901a\u7684\u7ffb\u8b6f\u54e1\uff0c\u4ed6\u5011\u4e0d\u4f46\u5c0d\u6578\u64da\u8981\u6709\u6df1\u5ea6\u7684\u7406\u89e3\uff0c\u4e5f\u9700\u8981\u5c0d\u5546\u696d\u71df\u904b\u6709\u4e00\u5b9a\u7684\u8a8d\u77e5\uff0c\u624d\u77e5\u9053\u5982\u4f55\u904b\u7528\u6578\u64da\u4f86\u767c\u6398\u5c0d\u7814\u7a76\u548c\u5546\u696d\u6709\u5f71\u97ff\u529b\u7684\u8cc7\u8a0a\uff0c\u5354\u52a9\u5546\u696d\u6c7a\u7b56\u548c\u9810\u6e2c\u5546\u696d\u767c\u5c55\u3002\u4ed6\u5011\u4e5f\u662f\u6578\u64da\u5075\u63a2\uff0c\u64c5\u9577\u4f7f\u7528\u5404\u7a2e\u5206\u6790\u548c\u7d71\u8a08\u6280\u8853\u767c\u6398\u96b1\u85cf\u5728\u6578\u64da\u4e2d\u7684\u77e5\u8b58\uff0c\u5c07\u9019\u4e9b\u5bf6\u8cb4\u7684\u8a0a\u606f\u8f49\u5316\u70ba\u53ef\u57f7\u884c\u7684\u85cd\u5716\u548c\u7b56\u7565\uff0c\u89e3\u6c7a\u73fe\u5be6\u751f\u6d3b\u4e2d\u8907\u96dc\u7684\u5546\u696d\u554f\u984c\u3002<\/p>\n","protected":false},"author":20,"featured_media":44969,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293,3005,5120,2977,5032],"tags":[5147,7055,7304],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2025\/01\/\u6578\u64da\u79d1\u5b78\u5bb6-scaled.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44974"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=44974"}],"version-history":[{"count":4,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44974\/revisions"}],"predecessor-version":[{"id":45192,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44974\/revisions\/45192"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/44969"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=44974"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=44974"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=44974"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}